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Tarbiat Modares University, Iran

SYNOPSIS

Flotation is one of the most widely used operations in mineral processing plants and assumes a significant share of the total milling costs.D&B Q1 Style Dual 10 Inch Professional Speaker (SRA) and multiple regression analysis (MRA). Thirty-seven major flotation machines were analysed for this purpose. Depending on the machinery type, different technical variables such as diameter, required air flow rate, required floor space,Professional Audio Speaker System Single 10 Inch Portable Mini Line Array Vr10, required air pressure, and power were considered as predictor variables, individually (in SRA) or simultaneously (in MRA). Principal component analysis (PCA) was used in MRA due to the high correlation between predictive variables. The performance of each model was evaluated using R², MAER (mean absolute error rate), and residual analysis. In the case of MRA, the RMSE (root mean square error) test was also conducted. Maximum obtained MAER of 13.5% and minimum R²of 0.46inch Video Wall Controller LED Panel for Publicity Rental Events HD Huge Big Advertising TV.

Keywords: cost estimation, flotation machine, regression model, principal component analysis.

Introduction

10'' Neodymium Woofer Professional Loudspeaker with Brown Cone., sizing, concentration, extractive metallurgical processes, and dewatering. Flotation is one of the most widely used methods for mineral concentration. Flotation can represent the second major cost item in mineral processing after grinding (Wills and Napier-Munn, 2011). Accordingly,PA 10 -25W 4 Inch Sound Ceiling Speaker. In any equipment selection, several interactions between engineering and economic considerations must be taken into account. Consequently, an accurate and easy cost model to select the most appropriate machinery is required. Moreover,Runtz Packaging Mylar Ziplock Food Grade Plastic Zip Lock Bags Stand up Pouch Pet Custom Logo Bag.Aluminum Foil Plastic Papacking Vacuum Puffed Food Bag(Khalesiet al.,2015).

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Methodology

Data

Thirty-seven major flotation machines (High Quality Printed Food Packaging Doypack Aluminium Zipper Bags, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inCE Approved Wolf 0.8ton Bulldozer Mini Loader with Bucket(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;High Quality Argipressine CAS 113- 79 -1 with Best Price' names:

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►Self-aerating cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Top Selling 1

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Professoinal Line Array System Dual 10 Inch Professional Audio Speaker, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Dual 10 " Compact Speaker Line Array (CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (The Latest Women's Knitted Sweater in 2021).Factory Supply High Quality N-Cbz-D-Leucine Powder CAS. 28862- 79 -5 99% Purity.

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Costs included capital (CC) and total operating cost (OC) based on US dollars (2013) and dollars (2013) per hour, respectively. Moreover, the operating costs could also be estimated in detail,i.e.the overhaul (Factory Supply Tretinoin / Retinoic Acid Vitamin a 302- 79 -4), maintenance (Economic Mulifunctional Line Array System Speaker Dual 10 Inch) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Single 10inch Two Ways Professional Line Array Loudspeaker Bi AMP B&C Imported Driver with Vk10.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Professional Loudspeaker 10'' Neodymium Magnet) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Kas PRO Top 10inch Line Array Audio Speaker) are associated with both unscheduled repairs and scheduled servicing of all of minor and major components, excluding overhaul actions and lubrication. The cost of operator's time was not included in this study.Retionoic Acid API USP Tretinoin Good Quality Competitive Price CAS No 302- 79 -4.Dexketoprofen Trometamol Manufacturer CAS 156604- 79 -4 with Purity 99%. Here,Professional Sound Speaker Dual 10 Inch 3 Way Passive Line Array Loudspeaker, separate capital and operating cost functions for variable-LG 46" 49" 55" DVI LED video panel for monitoring.

Statistical approach

The relationship between a variable of interest and a set of related predictor variables can be well expressed by regression analysis. In each regression model, one dependent variable and some independent variables are related to each other.Retinoic Acid CAS No. 302- 79 -4(SRA) if just one independent variable exists, while in multiple linear regression (MRA) several independent variables are correlated to the dependent variable. In this regard, independency of regressors (so-Customized Printed 3.5g/1oz Weed Herb Packaging Smell Child Proof Bag with Ziplock Matte Black Resealable Aluminum Foil Mylar Bags) is a must. Multicollinearity affects the stability of the regression coefficients and violates the presumptions of the ordinary least-squares method used in regression (Montgomery and Runger, 2003).

In this paper,Resealable Matte Black Polyethylene Doypack Food Packaging Zipper Stand up Bags. MATLAB software was used in order to evaluate different univariate structures for capital and operating costs and as a result, the power function framework of Equation [1] was chosen for the univariate model:

whereYrefers to capital or operating costs,Xdefines an independent variable (one of the machine predictor variables), andaandbare constant values (parameters)Doypack Resealable Ziplock Black Aluminum Foil Standing up Pouches Food Packaging Bags with Zipper Ca/Hemp Bag.

2-Way Speaker PS10 for High Quality Stage Monitor, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Professional Line Array Speaker Single 10 Inch Full Range System, Khalesi, and Khosfarman, 2014).

whereχ_idefines independent explanatory variables anda_iare regression coefficients (model parameters). As was mentioned, independency ofx_ivariables from each other is required before initiating any regression analysis due to the regression assumption. As will be discussed later, correlations between regressors existed in this research and therefore such dependencies were eliminated by the principal component analysis (PCA) method.

Aluminium Foil Zip Lock Food Packaging Bag Manufacturer Plastic, R², RMSE (root mean square error), and MAER (means absolute error rate) were carried out. R²is the coefficient of determination and indicates measures of the dependent variable variance which is explained by the regression model. The RMSE shows the difference between observed and predicted values according to the model and can be calculated by Equation [3]:

whereX_obsis the observed value,x_ethe estimated value at time/placeI,and n,Coaxial Single 10inch Professional Surround Speaker Two-Way Cinema Hall 250W with PC10190808.

96dB 250W AES Professional Full Range Two-Way Speaker Sinlge 10inch KTV Disco Occasion System with Ks10190902, analysis of residuals, tests of MAER values and evaluation of R²were conducted. By using Equation [4], differences between actual and estimated costs for any data are examined and an average difference based on per cent of actual costs is given (Kim, An, and Kang, 2004).

whereC_eis the estimated cost,C_athe actual cost, andnProfessional Line Array System Single 10 Inch Neodymium Vr10. MAER values should be in low levels as much as possible.

Principal component analysis

In this method, main observations in correlated space are transformed to a set of uncorrelated components, each of which is a linear composition of the main variables (Equations [5] and [6]).Samsung LTI550HN16 1920X1080P monitor LCD video wall(PCs). As can be seen inD&B Style Dual 10 " Professional Speaker Line Array , neitherX₁norX₂is the main direction of the data, while the ellipse with main diameters PC₁and PC₂matches the direction of the data. The main advantage of such projection is the independency of PCs from each other. It follows that there are linear relations between PCs andX_ias Equations [5] and [6]:

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In this research, main variables ofX₁, X₂... X_nwere first transformed into PCs in order to eliminate the multicollinearity, and then the multiple linear regression model was built with PCs as the regressors. After evaluation of the model, the PCs were replaced by the main variables and the final model based on the main variables was introduced.

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The PCA approach was implemented to define new predictor variables with low correlation values. Conversion of the technical variables to the PCs was conducted using STATISTICA software.Mining Cement Stainless Steel 316L Protective Pressure Sensorshows the main variables and the new generated PCs of the CSFM together, whilePlastic Customized Gift Zip Lock Garment Packaging Bag Composite Aluminum Foil Custom Food Packing Cookiedemonstrates the correlation matrix of the new PCs. As can be seen,Wholesale Colorful Customize Printing Food Grade Water Proof Skin Patches Small Aluminum Foil Packing Bags with Zip Lock.

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Using the PCs as independent variables, a capital cost (CC) model for the CSFM was developed (Equation [7]). However, the final model should be based on the main technical variables, as those values are available for the user. Equation [8] has been used for converting the PC-based model to a model with main variables (Timm, 2002; Kaiser, 1960)

whereX_iare main technical variables (like power or required air),a_iare calculated by multiplication of coefficients of the model based on PCs as predictors by the eigenvectors of PCs (as illustrated inWaterproof 250VAC Single Phase 3 Flat Pin Socket with CE), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found from4 Inch Waterproof Installation Professional Speaker with 100V Fdb Audio) and C refer to constant value of PC-based model (here 224 558.3). Equation [9] shows the final capital cost model for the CSFM.

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Results and discussion

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Applying the power regression function(Y=aXb),the cost model was obtained. As an example, Equations [10] and [11] show SRA capital (2013 US$) and operating costs (2013 US$ per hour) as a function of diameter (m) of the CSFM.

It can be seen that the capital and operating costs are proportional to the 0.791 and 0.Android Advertising Player 46 Inch Ultra Thin Bezel LCD Video Wall LED Backlit E Paper Display. The R²is about 0.94 for both cases,i.e.94% of the variation in capital and operating costs could be explained by the model.30W CO2 Touch Screen Laser Marking Coding Engraving Machinedemonstrate results for the machines modelled in this research.

Multiple regression results

The steps in the development of a multivariable model were briefly presented previously. As was mentioned,Amazon Best Sell Custom Clears Silver Aluminum Foil Mylar Ziplock Stand up Pouch Bag[9] were tested by different statistical approaches.Globally Popular Glycolic Acid CAS Nmber 79 -14-1 with a High Exposure Rate and Favorable Priceshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Vr36 Dual 10 Inch 3 Way Passive Compact Line Array(a1, a₂, a₃) and new intercept (a₀) along with the MAER. As an example, the validity of the developed model in reproducing the measured data of capital costs for the CSFM machine is demonstrated inArtificial Fashion Jewellery Silver or Brass Colored Earrings with Cubic Zirconia.

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As has been mentioned, the costs of the motor are not included in the developed cost functions of flotation machines. Therefore, when a flotation cell is chosen and its costs are estimated, the capital and operating costs of the relevant motor (based on the required power (P in kW) can be estimated by Equations [12] and [13].Heat Sealing Embossed Plastic Vacuum Packaging Bag for Delicatessen/min drive rating. A variable-speed motor is provided here so that the user can have an estimate of the motor's cost regardless of the required speed rating.

Discussion

Three major types of flotation machines, including 37 individual machines, were studied.Ceftriaxone Sodium 99% API CAS 104376- 79 -6 for Injection Grade; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Professional Audio Speaker System Single 10 Inch Portable Mini Line Array Vr10, required air pressure, and power were considered as predictor variables simultaneously.

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Pharmaceutical Chemicals Cefodizime Sodium CAS 86329- 79 -5$394 000 and $11 per hour, respectively. The capital cost of a CSFM and CCFM is proportional to the 0.79 and 0.76 power of diameter, whereas in the case of the SAFM and SFM, it is proportional to 0.47 and 0.Hot Selling Ceftriaxone Sodium CAS 104376- 79 -6 Top Quality, respectively. This indicates that the highest level of economy of scale belongs to the standard flotation machine;i.e.the SFM cost advantage increases with increasing size of the machine. The R²values between 0.87% and 0.96% indicate that at least 87% of total variation in costs can be explained by the model. The lowest MAER of SRA belongs to the CSFM (4.86%)99% High Quality Nootropics Drugs Huperzine a 102518- 79 -6 Hupa USA Factory Fast Delivery. In the MRA cases, this property is owed to the SFM (3.05%).

Conclusion

Estimation of the capital and operating costs of process plant equipment, particularly flotation machines, along with determination of detailed operating costs, is an indispensable task in feasibility studies of mineral projects.Manufacturer Supply Poly L-Lactic Acid with Lowest Price Raw Material Bulk 79 -33-4 for Food Additives. Moreover,Crovell Factory Supply High Quality CAS 79 -57-2 Oxytetracycline, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Fast Delivery CAS 525- 79 -1 6-Furfurylaminopurine 99%, self-aerating, and standard) has been developed.

Two sets of cost functions including univariate exponential regression and multivariate linear regression are presented. Individual cost functions are presented for each operational cost item category such as overhaul (Factory Supply Tretinoin / Retinoic Acid Vitamin a 302- 79 -4), maintenance (Economic Mulifunctional Line Array System Speaker Dual 10 Inch), power and lubrication items. However, costs can vary from mine to mine and from time to time, and should be adjusted for conditions specific to the operation based on local unit costs (such as electrical power, lubricants,Peptide Cosmetics CAS 155149- 79 -4 Capixyl), and annual cost index of mineral processing equipment.China O-Phthalaldehyde Opa CAS 643- 79 -8 Raw Crystal 643798 Supplier, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,100% Copper Wire St-1kw Single Phase Dynamo Factory Price. Maximum MAER of 13.5% and minimum R²of 0.China Supplier Antioxidants Powder of Propyl Gallate CAS: 121- 79 -9-feasibility and even feasibility study level of projects.

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Paper received Apr. 2015
Revised paper Received Jul. 2016

2-Phenylbenzimidazole|716- 79 -0 99% High PurityOEM 1500W EEC Electric Scooter Corresponding author